Profiling Report

Dataset statistics

Number of variables	26
Number of observations	143424
Missing cells	543643
Missing cells (%)	14.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	28.5 MiB
Average record size in memory	208.0 B

Variable types

Numeric	13
Categorical	13

Alerts

`medical_specialty` has a high cardinality: 72 distinct values	High cardinality
`primary_diagnosis_code` has a high cardinality: 716 distinct values	High cardinality
`other_diagnosis_codes` has a high cardinality: 19374 distinct values	High cardinality
`ndc_code` has a high cardinality: 251 distinct values	High cardinality
`encounter_id` is highly overall correlated with `patient_nbr`	High correlation
`patient_nbr` is highly overall correlated with `encounter_id`	High correlation
`race` is highly imbalanced (56.8%)	Imbalance
`race` has 3309 (2.3%) missing values	Missing
`weight` has 139122 (97.0%) missing values	Missing
`payer_code` has 54190 (37.8%) missing values	Missing
`medical_specialty` has 69463 (48.4%) missing values	Missing
`ndc_code` has 23462 (16.4%) missing values	Missing
`max_glu_serum` has 136409 (95.1%) missing values	Missing
`A1Cresult` has 117650 (82.0%) missing values	Missing
`number_emergency` is highly skewed (γ1 = 21.51520047)	Skewed
`number_outpatient` has 120027 (83.7%) zeros	Zeros
`number_inpatient` has 96698 (67.4%) zeros	Zeros
`number_emergency` has 127444 (88.9%) zeros	Zeros
`num_procedures` has 65788 (45.9%) zeros	Zeros

Reproduction

Analysis started	2023-03-27 18:05:39.578175
Analysis finished	2023-03-27 18:06:09.244241
Duration	29.67 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

encounter_id
Real number (ℝ)

Distinct	101766
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6742899 × 10⁸

Minimum	12522
Maximum	4.4386722 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	12522
5-th percentile	28302468
Q1	88295964
median	1.5476371 × 10⁸
Q3	2.3208969 × 10⁸
95-th percentile	3.7897561 × 10⁸
Maximum	4.4386722 × 10⁸
Range	4.438547 × 10⁸
Interquartile range (IQR)	1.4379372 × 10⁸

Descriptive statistics

Standard deviation	1.0190458 × 10⁸
Coefficient of variation (CV)	0.60864356
Kurtosis	-0.099966293
Mean	1.6742899 × 10⁸
Median Absolute Deviation (MAD)	70195368
Skewness	0.6796994
Sum	2.4013336 × 10¹³
Variance	1.0384543 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58316058	6	< 0.1%
63415968	6	< 0.1%
63184686	6	< 0.1%
110310714	6	< 0.1%
60016020	6	< 0.1%
205689816	5	< 0.1%
174335250	5	< 0.1%
197878764	5	< 0.1%
184457202	5	< 0.1%
377841854	5	< 0.1%
Other values (101756)	143369	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12522	2	< 0.1%
15738	2	< 0.1%
16680	2	< 0.1%
28236	1	< 0.1%
35754	1	< 0.1%
36900	2	< 0.1%
40926	3	< 0.1%
42570	1	< 0.1%
55842	3	< 0.1%
62256	1	< 0.1%

Value	Count	Frequency (%)
443867222	1	< 0.1%
443857166	3	< 0.1%
443854148	2	< 0.1%
443847782	1	< 0.1%
443847548	2	< 0.1%
443847176	2	< 0.1%
443842778	1	< 0.1%
443842340	1	< 0.1%
443842136	1	< 0.1%
443842070	1	< 0.1%

patient_nbr
Real number (ℝ)

Distinct	71518
Distinct (%)	49.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54936079

Minimum	135
Maximum	1.8950262 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	135
5-th percentile	1596573
Q1	23572188
median	46307830
Q3	88236270
95-th percentile	1.1168201 × 10⁸
Maximum	1.8950262 × 10⁸
Range	1.8950248 × 10⁸
Interquartile range (IQR)	64664082

Descriptive statistics

Standard deviation	38578400
Coefficient of variation (CV)	0.70224159
Kurtosis	-0.32759223
Mean	54936079
Median Absolute Deviation (MAD)	31955810
Skewness	0.46901037
Sum	7.8791522 × 10¹²
Variance	1.4882929 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90609804	52	< 0.1%
91751121	50	< 0.1%
89472402	50	< 0.1%
62352252	46	< 0.1%
84397842	41	< 0.1%
29903877	40	< 0.1%
88785891	40	< 0.1%
90164655	38	< 0.1%
37096866	38	< 0.1%
43140906	33	< 0.1%
Other values (71508)	142996	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
135	5	< 0.1%
378	1	< 0.1%
729	1	< 0.1%
774	2	< 0.1%
927	1	< 0.1%
1152	5	< 0.1%
1305	1	< 0.1%
1314	4	< 0.1%
1629	1	< 0.1%
2025	2	< 0.1%

Value	Count	Frequency (%)
189502619	1	< 0.1%
189481478	3	< 0.1%
189445127	4	< 0.1%
189365864	1	< 0.1%
189351095	1	< 0.1%
189349430	1	< 0.1%
189332087	2	< 0.1%
189298877	1	< 0.1%
189257846	3	< 0.1%
189215762	1	< 0.1%

race
Categorical

IMBALANCE MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	3309
Missing (%)	2.3%
Memory size	1.1 MiB

Caucasian	107688
AfricanAmerican	26427
Hispanic	2938
Other	2174
Asian	888

Length

Max length	15
Median length	9
Mean length	10.023274
Min length	5

Characters and Unicode

Total characters	1404411
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Caucasian
2nd row	Caucasian
3rd row	AfricanAmerican
4th row	Caucasian
5th row	Caucasian

Common Values

Value	Count	Frequency (%)
Caucasian	107688	75.1%
AfricanAmerican	26427	18.4%
Hispanic	2938	2.0%
Other	2174	1.5%
Asian	888	0.6%
(Missing)	3309	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
caucasian	107688	76.9%
africanamerican	26427	18.9%
hispanic	2938	2.1%
other	2174	1.6%
asian	888	0.6%

Most occurring characters

Value	Count	Frequency (%)
a	379744	27.0%
i	167306	11.9%
n	164368	11.7%
c	163480	11.6%
s	111514	7.9%
C	107688	7.7%
u	107688	7.7%
r	55028	3.9%
A	53742	3.8%
e	28601	2.0%
Other values (7)	65252	4.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1237869	88.1%
Uppercase Letter	166542	11.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	379744	30.7%
i	167306	13.5%
n	164368	13.3%
c	163480	13.2%
s	111514	9.0%
u	107688	8.7%
r	55028	4.4%
e	28601	2.3%
f	26427	2.1%
m	26427	2.1%
Other values (3)	7286	0.6%

Uppercase Letter

Value	Count	Frequency (%)
C	107688	64.7%
A	53742	32.3%
H	2938	1.8%
O	2174	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1404411	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	379744	27.0%
i	167306	11.9%
n	164368	11.7%
c	163480	11.6%
s	111514	7.9%
C	107688	7.7%
u	107688	7.7%
r	55028	3.9%
A	53742	3.8%
e	28601	2.0%
Other values (7)	65252	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1404411	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	379744	27.0%
i	167306	11.9%
n	164368	11.7%
c	163480	11.6%
s	111514	7.9%
C	107688	7.7%
u	107688	7.7%
r	55028	3.9%
A	53742	3.8%
e	28601	2.0%
Other values (7)	65252	4.6%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	1.1 MiB

Female	76185
Male	67234

Length

Max length	6
Median length	6
Mean length	5.0624115
Min length	4

Characters and Unicode

Total characters	726046
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	76185	53.1%
Male	67234	46.9%
(Missing)	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	76185	53.1%
male	67234	46.9%

Most occurring characters

Value	Count	Frequency (%)
e	219604	30.2%
a	143419	19.8%
l	143419	19.8%
F	76185	10.5%
m	76185	10.5%
M	67234	9.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	582627	80.2%
Uppercase Letter	143419	19.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	219604	37.7%
a	143419	24.6%
l	143419	24.6%
m	76185	13.1%

Uppercase Letter

Value	Count	Frequency (%)
F	76185	53.1%
M	67234	46.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	726046	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	219604	30.2%
a	143419	19.8%
l	143419	19.8%
F	76185	10.5%
m	76185	10.5%
M	67234	9.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	726046	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	219604	30.2%
a	143419	19.8%
l	143419	19.8%
F	76185	10.5%
m	76185	10.5%
M	67234	9.3%

age
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

[70-80)	36928
[60-70)	32741
[50-60)	25095
[80-90)	23527
[40-50)	13729
Other values (5)	11404

Length

Max length	8
Median length	7
Mean length	7.0241103
Min length	6

Characters and Unicode

Total characters	1007426
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[0-10)
2nd row	[10-20)
3rd row	[20-30)
4th row	[30-40)
5th row	[40-50)

Common Values

Value	Count	Frequency (%)
[70-80)	36928	25.7%
[60-70)	32741	22.8%
[50-60)	25095	17.5%
[80-90)	23527	16.4%
[40-50)	13729	9.6%
[30-40)	4964	3.5%
[90-100)	3619	2.5%
[20-30)	1927	1.3%
[10-20)	733	0.5%
[0-10)	161	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
70-80	36928	25.7%
60-70	32741	22.8%
50-60	25095	17.5%
80-90	23527	16.4%
40-50	13729	9.6%
30-40	4964	3.5%
90-100	3619	2.5%
20-30	1927	1.3%
10-20	733	0.5%
0-10	161	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	290467	28.8%
[	143424	14.2%
-	143424	14.2%
)	143424	14.2%
7	69669	6.9%
8	60455	6.0%
6	57836	5.7%
5	38824	3.9%
9	27146	2.7%
4	18693	1.9%
Other values (3)	14064	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	577154	57.3%
Open Punctuation	143424	14.2%
Dash Punctuation	143424	14.2%
Close Punctuation	143424	14.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	290467	50.3%
7	69669	12.1%
8	60455	10.5%
6	57836	10.0%
5	38824	6.7%
9	27146	4.7%
4	18693	3.2%
3	6891	1.2%
1	4513	0.8%
2	2660	0.5%

Open Punctuation

Value	Count	Frequency (%)
[	143424	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	143424	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	143424	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1007426	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	290467	28.8%
[	143424	14.2%
-	143424	14.2%
)	143424	14.2%
7	69669	6.9%
8	60455	6.0%
6	57836	5.7%
5	38824	3.9%
9	27146	2.7%
4	18693	1.9%
Other values (3)	14064	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1007426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	290467	28.8%
[	143424	14.2%
-	143424	14.2%
)	143424	14.2%
7	69669	6.9%
8	60455	6.0%
6	57836	5.7%
5	38824	3.9%
9	27146	2.7%
4	18693	1.9%
Other values (3)	14064	1.4%

weight
Categorical

Distinct	9
Distinct (%)	0.2%
Missing	139122
Missing (%)	97.0%
Memory size	1.1 MiB

[75-100)	1817
[50-75)	1133
[100-125)	890
[125-150)	200
[25-50)	118
Other values (4)	144

Length

Max length	9
Median length	8
Mean length	7.9446769
Min length	4

Characters and Unicode

Total characters	34178
Distinct characters	9
Distinct categories	5 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[75-100)
2nd row	[50-75)
3rd row	[50-75)
4th row	[0-25)
5th row	[0-25)

Common Values

Value	Count	Frequency (%)
[75-100)	1817	1.3%
[50-75)	1133	0.8%
[100-125)	890	0.6%
[125-150)	200	0.1%
[25-50)	118	0.1%
[0-25)	67	< 0.1%
[150-175)	55	< 0.1%
[175-200)	18	< 0.1%
>200	4	< 0.1%
(Missing)	139122	97.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
75-100	1817	42.2%
50-75	1133	26.3%
100-125	890	20.7%
125-150	200	4.6%
25-50	118	2.7%
0-25	67	1.6%
150-175	55	1.3%
175-200	18	0.4%
200	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	7031	20.6%
5	5804	17.0%
[	4298	12.6%
-	4298	12.6%
)	4298	12.6%
1	4125	12.1%
7	3023	8.8%
2	1297	3.8%
>	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	21280	62.3%
Open Punctuation	4298	12.6%
Dash Punctuation	4298	12.6%
Close Punctuation	4298	12.6%
Math Symbol	4	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7031	33.0%
5	5804	27.3%
1	4125	19.4%
7	3023	14.2%
2	1297	6.1%

Open Punctuation

Value	Count	Frequency (%)
[	4298	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4298	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	4298	100.0%

Math Symbol

Value	Count	Frequency (%)
>	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	34178	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7031	20.6%
5	5804	17.0%
[	4298	12.6%
-	4298	12.6%
)	4298	12.6%
1	4125	12.1%
7	3023	8.8%
2	1297	3.8%
>	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34178	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7031	20.6%
5	5804	17.0%
[	4298	12.6%
-	4298	12.6%
)	4298	12.6%
1	4125	12.1%
7	3023	8.8%
2	1297	3.8%
>	4	< 0.1%

admission_type_id
Real number (ℝ)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0276941

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4275852
Coefficient of variation (CV)	0.70404366
Kurtosis	2.0527903
Mean	2.0276941
Median Absolute Deviation (MAD)	0
Skewness	1.5939553
Sum	290820
Variance	2.0379995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	74713	52.1%
3	27756	19.4%
2	26823	18.7%
6	7015	4.9%
5	6584	4.6%
8	488	0.3%
7	33	< 0.1%
4	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	74713	52.1%
2	26823	18.7%
3	27756	19.4%
4	12	< 0.1%
5	6584	4.6%
6	7015	4.9%
7	33	< 0.1%
8	488	0.3%

Value	Count	Frequency (%)
8	488	0.3%
7	33	< 0.1%
6	7015	4.9%
5	6584	4.6%
4	12	< 0.1%
3	27756	19.4%
2	26823	18.7%
1	74713	52.1%

discharge_disposition_id
Real number (ℝ)

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6553157

Minimum	1
Maximum	28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	18
Maximum	28
Range	27
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	5.2192793
Coefficient of variation (CV)	1.4278601
Kurtosis	6.4193987
Mean	3.6553157
Median Absolute Deviation (MAD)	0
Skewness	2.6336162
Sum	524260
Variance	27.240876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	85308	59.5%
3	19677	13.7%
6	18945	13.2%
18	4658	3.2%
22	3077	2.1%
2	2906	2.0%
11	1911	1.3%
5	1631	1.1%
25	1285	0.9%
4	1090	0.8%
Other values (16)	2936	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	85308	59.5%
2	2906	2.0%
3	19677	13.7%
4	1090	0.8%
5	1631	1.1%
6	18945	13.2%
7	782	0.5%
8	147	0.1%
9	29	< 0.1%
10	6	< 0.1%

Value	Count	Frequency (%)
28	200	0.1%
27	5	< 0.1%
25	1285	0.9%
24	65	< 0.1%
23	602	0.4%
22	3077	2.1%
20	4	< 0.1%
19	8	< 0.1%
18	4658	3.2%
17	20	< 0.1%

admission_source_id
Real number (ℝ)

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7010961

Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	7
Q3	7
95-th percentile	17
Maximum	25
Range	24
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.0645318
Coefficient of variation (CV)	0.71293866
Kurtosis	1.753153
Mean	5.7010961
Median Absolute Deviation (MAD)	0
Skewness	1.033245
Sum	817674
Variance	16.520419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7	80443	56.1%
1	42773	29.8%
17	9338	6.5%
4	4467	3.1%
6	3108	2.2%
2	1500	1.0%
5	1048	0.7%
20	247	0.2%
3	247	0.2%
9	185	0.1%
Other values (7)	68	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	42773	29.8%
2	1500	1.0%
3	247	0.2%
4	4467	3.1%
5	1048	0.7%
6	3108	2.2%
7	80443	56.1%
8	27	< 0.1%
9	185	0.1%
10	10	< 0.1%

Value	Count	Frequency (%)
25	4	< 0.1%
22	21	< 0.1%
20	247	0.2%
17	9338	6.5%
14	2	< 0.1%
13	1	< 0.1%
11	3	< 0.1%
10	10	< 0.1%
9	185	0.1%
8	27	< 0.1%

time_in_hospital
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4901899

Minimum	1
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	11
Maximum	14
Range	13
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.9996667
Coefficient of variation (CV)	0.66804896
Kurtosis	0.76214813
Mean	4.4901899
Median Absolute Deviation (MAD)	2
Skewness	1.1019709
Sum	644001
Variance	8.9980003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	24986	17.4%
2	23475	16.4%
4	20064	14.0%
1	18530	12.9%
5	14452	10.1%
6	10880	7.6%
7	8569	6.0%
8	6464	4.5%
9	4432	3.1%
10	3416	2.4%
Other values (4)	8156	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	18530	12.9%
2	23475	16.4%
3	24986	17.4%
4	20064	14.0%
5	14452	10.1%
6	10880	7.6%
7	8569	6.0%
8	6464	4.5%
9	4432	3.1%
10	3416	2.4%

Value	Count	Frequency (%)
14	1526	1.1%
13	1807	1.3%
12	2116	1.5%
11	2707	1.9%
10	3416	2.4%
9	4432	3.1%
8	6464	4.5%
7	8569	6.0%
6	10880	7.6%
5	14452	10.1%

payer_code
Categorical

Distinct	17
Distinct (%)	< 0.1%
Missing	54190
Missing (%)	37.8%
Memory size	1.1 MiB

MC	46532
HM	8784
SP	7613
BC	6991
MD	4983
Other values (12)	14331

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	178468
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	MC
2nd row	MC
3rd row	MC
4th row	MC
5th row	MC

Common Values

Value	Count	Frequency (%)
MC	46532	32.4%
HM	8784	6.1%
SP	7613	5.3%
BC	6991	4.9%
MD	4983	3.5%
CP	3687	2.6%
UN	3665	2.6%
CM	2971	2.1%
OG	1532	1.1%
PO	919	0.6%
Other values (7)	1557	1.1%
(Missing)	54190	37.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
mc	46532	52.1%
hm	8784	9.8%
sp	7613	8.5%
bc	6991	7.8%
md	4983	5.6%
cp	3687	4.1%
un	3665	4.1%
cm	2971	3.3%
og	1532	1.7%
po	919	1.0%
Other values (7)	1557	1.7%

Most occurring characters

Value	Count	Frequency (%)
M	64149	35.9%
C	60619	34.0%
P	12341	6.9%
H	8992	5.0%
S	7692	4.3%
B	6991	3.9%
D	5740	3.2%
U	3665	2.1%
N	3665	2.1%
O	2611	1.5%
Other values (6)	2003	1.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	178468	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	64149	35.9%
C	60619	34.0%
P	12341	6.9%
H	8992	5.0%
S	7692	4.3%
B	6991	3.9%
D	5740	3.2%
U	3665	2.1%
N	3665	2.1%
O	2611	1.5%
Other values (6)	2003	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	178468	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	64149	35.9%
C	60619	34.0%
P	12341	6.9%
H	8992	5.0%
S	7692	4.3%
B	6991	3.9%
D	5740	3.2%
U	3665	2.1%
N	3665	2.1%
O	2611	1.5%
Other values (6)	2003	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	178468	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	64149	35.9%
C	60619	34.0%
P	12341	6.9%
H	8992	5.0%
S	7692	4.3%
B	6991	3.9%
D	5740	3.2%
U	3665	2.1%
N	3665	2.1%
O	2611	1.5%
Other values (6)	2003	1.1%

medical_specialty
Categorical

HIGH CARDINALITY MISSING

Distinct	72
Distinct (%)	0.1%
Missing	69463
Missing (%)	48.4%
Memory size	1.1 MiB

InternalMedicine	20403
Emergency/Trauma	11595
Family/GeneralPractice	10508
Cardiology	7473
Surgery-General	4387
Other values (67)	19595

Length

Max length	36
Median length	33
Mean length	15.970038
Min length	6

Characters and Unicode

Total characters	1181160
Distinct characters	43
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	Pediatrics-Endocrinology
2nd row	InternalMedicine
3rd row	InternalMedicine
4th row	Family/GeneralPractice
5th row	Family/GeneralPractice

Common Values

Value	Count	Frequency (%)
InternalMedicine	20403	14.2%
Emergency/Trauma	11595	8.1%
Family/GeneralPractice	10508	7.3%
Cardiology	7473	5.2%
Surgery-General	4387	3.1%
Orthopedics	2236	1.6%
Nephrology	1918	1.3%
Orthopedics-Reconstructive	1867	1.3%
Radiologist	1611	1.1%
Pulmonology	1334	0.9%
Other values (62)	10629	7.4%
(Missing)	69463	48.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
internalmedicine	20403	27.6%
emergency/trauma	11595	15.7%
family/generalpractice	10508	14.2%
cardiology	7473	10.1%
surgery-general	4387	5.9%
orthopedics	2236	3.0%
nephrology	1918	2.6%
orthopedics-reconstructive	1867	2.5%
radiologist	1611	2.2%
pulmonology	1334	1.8%
Other values (62)	10629	14.4%

Most occurring characters

Value	Count	Frequency (%)
e	149664	12.7%
r	111049	9.4%
a	102350	8.7%
n	96975	8.2%
i	89015	7.5%
c	71841	6.1%
l	68476	5.8%
y	49970	4.2%
t	48161	4.1%
o	47944	4.1%
Other values (33)	345715	29.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1007746	85.3%
Uppercase Letter	140263	11.9%
Other Punctuation	23480	2.0%
Dash Punctuation	9671	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	149664	14.9%
r	111049	11.0%
a	102350	10.2%
n	96975	9.6%
i	89015	8.8%
c	71841	7.1%
l	68476	6.8%
y	49970	5.0%
t	48161	4.8%
o	47944	4.8%
Other values (13)	172301	17.1%

Uppercase Letter

Value	Count	Frequency (%)
M	20991	15.0%
I	20470	14.6%
G	16620	11.8%
P	14767	10.5%
T	12839	9.2%
E	11944	8.5%
F	10524	7.5%
C	8912	6.4%
S	7574	5.4%
O	6071	4.3%
Other values (7)	9551	6.8%

Other Punctuation

Value	Count	Frequency (%)
/	23435	99.8%
&	45	0.2%

Dash Punctuation

Value	Count	Frequency (%)
-	9671	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1148009	97.2%
Common	33151	2.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	149664	13.0%
r	111049	9.7%
a	102350	8.9%
n	96975	8.4%
i	89015	7.8%
c	71841	6.3%
l	68476	6.0%
y	49970	4.4%
t	48161	4.2%
o	47944	4.2%
Other values (30)	312564	27.2%

Common

Value	Count	Frequency (%)
/	23435	70.7%
-	9671	29.2%
&	45	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1181160	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	149664	12.7%
r	111049	9.4%
a	102350	8.7%
n	96975	8.2%
i	89015	7.5%
c	71841	6.1%
l	68476	5.8%
y	49970	4.2%
t	48161	4.1%
o	47944	4.1%
Other values (33)	345715	29.3%

primary_diagnosis_code
Categorical

Distinct	716
Distinct (%)	0.5%
Missing	33
Missing (%)	< 0.1%
Memory size	1.1 MiB

414	9473
428	9385
786	5432
486	5226
410	5076
Other values (711)	108799

Length

Max length	6
Median length	3
Mean length	3.1709522
Min length	1

Characters and Unicode

Total characters	454686
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	63 ?
Unique (%)	< 0.1%

Sample

1st row	250.83
2nd row	276
3rd row	648
4th row	8
5th row	197

Common Values

Value	Count	Frequency (%)
414	9473	6.6%
428	9385	6.5%
786	5432	3.8%
486	5226	3.6%
410	5076	3.5%
427	3921	2.7%
491	3572	2.5%
715	3514	2.5%
682	3206	2.2%
434	3071	2.1%
Other values (706)	91515	63.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
414	9473	6.6%
428	9385	6.5%
786	5432	3.8%
486	5226	3.6%
410	5076	3.5%
427	3921	2.7%
491	3572	2.5%
715	3514	2.5%
682	3206	2.2%
434	3071	2.1%
Other values (706)	91515	63.8%

Most occurring characters

Value	Count	Frequency (%)
4	79420	17.5%
2	56849	12.5%
8	53197	11.7%
5	50818	11.2%
1	39934	8.8%
7	39829	8.8%
0	34947	7.7%
6	32215	7.1%
9	28400	6.2%
3	24992	5.5%
Other values (3)	14085	3.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	440601	96.9%
Other Punctuation	11699	2.6%
Uppercase Letter	2386	0.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	79420	18.0%
2	56849	12.9%
8	53197	12.1%
5	50818	11.5%
1	39934	9.1%
7	39829	9.0%
0	34947	7.9%
6	32215	7.3%
9	28400	6.4%
3	24992	5.7%

Uppercase Letter

Value	Count	Frequency (%)
V	2384	99.9%
E	2	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	11699	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	452300	99.5%
Latin	2386	0.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	79420	17.6%
2	56849	12.6%
8	53197	11.8%
5	50818	11.2%
1	39934	8.8%
7	39829	8.8%
0	34947	7.7%
6	32215	7.1%
9	28400	6.3%
3	24992	5.5%

Latin

Value	Count	Frequency (%)
V	2384	99.9%
E	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	454686	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	79420	17.5%
2	56849	12.5%
8	53197	11.7%
5	50818	11.2%
1	39934	8.8%
7	39829	8.8%
0	34947	7.7%
6	32215	7.1%
9	28400	6.2%
3	24992	5.5%
Other values (3)	14085	3.1%

other_diagnosis_codes
Categorical

Distinct	19374
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

250\|401	3637
401\|250	3060
276\|276	968
414\|250	922
428\|427	911
Other values (19369)	133926

Length

Max length	13
Median length	7
Mean length	7.2870091
Min length	3

Characters and Unicode

Total characters	1045132
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7908 ?
Unique (%)	5.5%

Sample

1st row	?\|?
2nd row	250.01\|255
3rd row	250\|V27
4th row	250.43\|403
5th row	157\|250

Common Values

Value	Count	Frequency (%)
250\|401	3637	2.5%
401\|250	3060	2.1%
276\|276	968	0.7%
414\|250	922	0.6%
428\|427	911	0.6%
250\|272	867	0.6%
403\|585	805	0.6%
276\|250	740	0.5%
414\|401	719	0.5%
250\|?	689	0.5%
Other values (19364)	130106	90.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
250\|401	3637	2.5%
401\|250	3060	2.1%
276\|276	968	0.7%
414\|250	922	0.6%
428\|427	911	0.6%
250\|272	867	0.6%
403\|585	805	0.6%
276\|250	740	0.5%
250	719	0.5%
414\|401	719	0.5%
Other values (19337)	130076	90.7%

Most occurring characters

Value	Count	Frequency (%)
2	144879	13.9%
\|	143424	13.7%
4	140989	13.5%
5	110514	10.6%
0	105491	10.1%
7	77580	7.4%
8	73866	7.1%
1	72404	6.9%
9	55576	5.3%
6	50950	4.9%
Other values (5)	69459	6.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	871198	83.4%
Math Symbol	143424	13.7%
Other Punctuation	19917	1.9%
Uppercase Letter	10593	1.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	144879	16.6%
4	140989	16.2%
5	110514	12.7%
0	105491	12.1%
7	77580	8.9%
8	73866	8.5%
1	72404	8.3%
9	55576	6.4%
6	50950	5.8%
3	38949	4.5%

Other Punctuation

Value	Count	Frequency (%)
.	17593	88.3%
?	2324	11.7%

Uppercase Letter

Value	Count	Frequency (%)
V	7706	72.7%
E	2887	27.3%

Math Symbol

Value	Count	Frequency (%)
\|	143424	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1034539	99.0%
Latin	10593	1.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	144879	14.0%
\|	143424	13.9%
4	140989	13.6%
5	110514	10.7%
0	105491	10.2%
7	77580	7.5%
8	73866	7.1%
1	72404	7.0%
9	55576	5.4%
6	50950	4.9%
Other values (3)	58866	5.7%

Latin

Value	Count	Frequency (%)
V	7706	72.7%
E	2887	27.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1045132	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	144879	13.9%
\|	143424	13.7%
4	140989	13.5%
5	110514	10.6%
0	105491	10.1%
7	77580	7.4%
8	73866	7.1%
1	72404	6.9%
9	55576	5.3%
6	50950	4.9%
Other values (5)	69459	6.6%

number_outpatient
Real number (ℝ)

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36242888

Minimum	0
Maximum	42
Zeros	120027
Zeros (%)	83.7%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	42
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2492946
Coefficient of variation (CV)	3.4470062
Kurtosis	162.7107
Mean	0.36242888
Median Absolute Deviation (MAD)	0
Skewness	9.1746431
Sum	51981
Variance	1.560737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	120027	83.7%
1	11976	8.4%
2	5128	3.6%
3	2808	2.0%
4	1501	1.0%
5	749	0.5%
6	415	0.3%
7	203	0.1%
8	133	0.1%
9	108	0.1%
Other values (29)	376	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120027	83.7%
1	11976	8.4%
2	5128	3.6%
3	2808	2.0%
4	1501	1.0%
5	749	0.5%
6	415	0.3%
7	203	0.1%
8	133	0.1%
9	108	0.1%

Value	Count	Frequency (%)
42	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	2	< 0.1%
36	7	< 0.1%
35	3	< 0.1%
34	1	< 0.1%
33	2	< 0.1%
29	2	< 0.1%

number_inpatient
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60085481

Minimum	0
Maximum	21
Zeros	96698
Zeros (%)	67.4%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	21
Range	21
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.207934
Coefficient of variation (CV)	2.0103591
Kurtosis	21.136635
Mean	0.60085481
Median Absolute Deviation (MAD)	0
Skewness	3.6429012
Sum	86177
Variance	1.4591044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	96698	67.4%
1	27427	19.1%
2	10194	7.1%
3	4472	3.1%
4	2120	1.5%
5	1031	0.7%
6	597	0.4%
7	334	0.2%
8	179	0.1%
9	141	0.1%
Other values (11)	231	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96698	67.4%
1	27427	19.1%
2	10194	7.1%
3	4472	3.1%
4	2120	1.5%
5	1031	0.7%
6	597	0.4%
7	334	0.2%
8	179	0.1%
9	141	0.1%

Value	Count	Frequency (%)
21	1	< 0.1%
19	2	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	6	< 0.1%
15	9	< 0.1%
14	14	< 0.1%
13	22	< 0.1%
12	38	< 0.1%
11	57	< 0.1%

number_emergency
Real number (ℝ)

SKEWED ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1950859

Minimum	0
Maximum	76
Zeros	127444
Zeros (%)	88.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	76
Range	76
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.92041018
Coefficient of variation (CV)	4.7179739
Kurtosis	1038.0835
Mean	0.1950859
Median Absolute Deviation (MAD)	0
Skewness	21.5152
Sum	27980
Variance	0.8471549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	127444	88.9%
1	10897	7.6%
2	2867	2.0%
3	964	0.7%
4	491	0.3%
5	252	0.2%
6	129	0.1%
7	88	0.1%
8	59	< 0.1%
9	48	< 0.1%
Other values (23)	185	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	127444	88.9%
1	10897	7.6%
2	2867	2.0%
3	964	0.7%
4	491	0.3%
5	252	0.2%
6	129	0.1%
7	88	0.1%
8	59	< 0.1%
9	48	< 0.1%

Value	Count	Frequency (%)
76	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
54	1	< 0.1%
46	3	< 0.1%
42	1	< 0.1%
37	3	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
25	3	< 0.1%

num_lab_procedures
Real number (ℝ)

Distinct	118
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.255745

Minimum	1
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	32
median	44
Q3	57
95-th percentile	73
Maximum	132
Range	131
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	19.657319
Coefficient of variation (CV)	0.45444412
Kurtosis	-0.23026881
Mean	43.255745
Median Absolute Deviation (MAD)	13
Skewness	-0.25735981
Sum	6203912
Variance	386.41019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4656	3.2%
43	4011	2.8%
44	3608	2.5%
45	3387	2.4%
38	3175	2.2%
46	3107	2.2%
40	3086	2.2%
41	2990	2.1%
47	2981	2.1%
42	2928	2.0%
Other values (108)	109495	76.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4656	3.2%
2	1545	1.1%
3	961	0.7%
4	532	0.4%
5	427	0.3%
6	392	0.3%
7	420	0.3%
8	495	0.3%
9	1265	0.9%
10	1143	0.8%

Value	Count	Frequency (%)
132	1	< 0.1%
129	1	< 0.1%
126	1	< 0.1%
121	1	< 0.1%
120	2	< 0.1%
118	1	< 0.1%
114	2	< 0.1%
113	6	< 0.1%
111	3	< 0.1%
109	6	< 0.1%

number_diagnoses
Real number (ℝ)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4244338

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	6
median	8
Q3	9
95-th percentile	9
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9248717
Coefficient of variation (CV)	0.25926175
Kurtosis	-0.106884
Mean	7.4244338
Median Absolute Deviation (MAD)	1
Skewness	-0.86753017
Sum	1064842
Variance	3.7051311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	69427	48.4%
5	16215	11.3%
8	15296	10.7%
7	14724	10.3%
6	14170	9.9%
4	7891	5.5%
3	3916	2.7%
2	1369	1.0%
1	259	0.2%
16	63	< 0.1%
Other values (6)	94	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	259	0.2%
2	1369	1.0%
3	3916	2.7%
4	7891	5.5%
5	16215	11.3%
6	14170	9.9%
7	14724	10.3%
8	15296	10.7%
9	69427	48.4%
10	22	< 0.1%

Value	Count	Frequency (%)
16	63	< 0.1%
15	15	< 0.1%
14	9	< 0.1%
13	21	< 0.1%
12	10	< 0.1%
11	17	< 0.1%
10	22	< 0.1%
9	69427	48.4%
8	15296	10.7%
7	14724	10.3%

num_medications
Real number (ℝ)

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.776035

Minimum	1
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	11
median	15
Q3	21
95-th percentile	32
Maximum	81
Range	80
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.3971304
Coefficient of variation (CV)	0.50054322
Kurtosis	3.6180322
Mean	16.776035
Median Absolute Deviation (MAD)	5
Skewness	1.3776779
Sum	2406086
Variance	70.511799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	8399	5.9%
15	8315	5.8%
12	8227	5.7%
14	8069	5.6%
16	7888	5.5%
11	7756	5.4%
17	7097	4.9%
10	7028	4.9%
18	6635	4.6%
9	6351	4.4%
Other values (65)	67659	47.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	262	0.2%
2	478	0.3%
3	942	0.7%
4	1563	1.1%
5	2316	1.6%
6	3163	2.2%
7	4232	3.0%
8	5432	3.8%
9	6351	4.4%
10	7028	4.9%

Value	Count	Frequency (%)
81	2	< 0.1%
79	3	< 0.1%
75	6	< 0.1%
74	3	< 0.1%
72	6	< 0.1%
70	4	< 0.1%
69	9	< 0.1%
68	10	< 0.1%
67	14	< 0.1%
66	8	< 0.1%

num_procedures
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3490211

Minimum	0
Maximum	6
Zeros	65788
Zeros (%)	45.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7191041
Coefficient of variation (CV)	1.2743345
Kurtosis	0.822533
Mean	1.3490211
Median Absolute Deviation (MAD)	1
Skewness	1.3112832
Sum	193482
Variance	2.9553189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	65788	45.9%
1	29039	20.2%
2	17788	12.4%
3	13252	9.2%
6	7277	5.1%
4	5951	4.1%
5	4329	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65788	45.9%
1	29039	20.2%
2	17788	12.4%
3	13252	9.2%
4	5951	4.1%
5	4329	3.0%
6	7277	5.1%

Value	Count	Frequency (%)
6	7277	5.1%
5	4329	3.0%
4	5951	4.1%
3	13252	9.2%
2	17788	12.4%
1	29039	20.2%
0	65788	45.9%

ndc_code
Categorical

HIGH CARDINALITY MISSING

Distinct	251
Distinct (%)	0.2%
Missing	23462
Missing (%)	16.4%
Memory size	1.1 MiB

68071-1701	20770
47918-902	20379
47918-898	6568
0173-0861	4060
50090-0353	4040
Other values (246)	64145

Length

Max length	10
Median length	9
Mean length	9.2123589
Min length	9

Characters and Unicode

Total characters	1105133
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	68071-1701
2nd row	0378-1110
3rd row	68071-1701
4th row	0049-4110
5th row	68071-1701

Common Values

Value	Count	Frequency (%)
68071-1701	20770	14.5%
47918-902	20379	14.2%
47918-898	6568	4.6%
0173-0861	4060	2.8%
50090-0353	4040	2.8%
0049-4110	3431	2.4%
0009-3449	2501	1.7%
0173-0863	2305	1.6%
0378-1110	2208	1.5%
0049-4120	2183	1.5%
Other values (241)	51517	35.9%
(Missing)	23462	16.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
68071-1701	20770	17.3%
47918-902	20379	17.0%
47918-898	6568	5.5%
0173-0861	4060	3.4%
50090-0353	4040	3.4%
0049-4110	3431	2.9%
0009-3449	2501	2.1%
0173-0863	2305	1.9%
0378-1110	2208	1.8%
0049-4120	2183	1.8%
Other values (241)	51517	42.9%

Most occurring characters

Value	Count	Frequency (%)
0	198776	18.0%
1	167028	15.1%
-	119962	10.9%
7	112993	10.2%
8	105508	9.5%
9	102969	9.3%
4	80297	7.3%
2	63767	5.8%
3	63398	5.7%
6	51220	4.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	985171	89.1%
Dash Punctuation	119962	10.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	198776	20.2%
1	167028	17.0%
7	112993	11.5%
8	105508	10.7%
9	102969	10.5%
4	80297	8.2%
2	63767	6.5%
3	63398	6.4%
6	51220	5.2%
5	39215	4.0%

Dash Punctuation

Value	Count	Frequency (%)
-	119962	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1105133	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	198776	18.0%
1	167028	15.1%
-	119962	10.9%
7	112993	10.2%
8	105508	9.5%
9	102969	9.3%
4	80297	7.3%
2	63767	5.8%
3	63398	5.7%
6	51220	4.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1105133	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	198776	18.0%
1	167028	15.1%
-	119962	10.9%
7	112993	10.2%
8	105508	9.5%
9	102969	9.3%
4	80297	7.3%
2	63767	5.8%
3	63398	5.7%
6	51220	4.6%

max_glu_serum
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	136409
Missing (%)	95.1%
Memory size	1.1 MiB

Norm	3220
>200	2043
>300	1752

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	28060
Distinct characters	8
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	>300
2nd row	>300
3rd row	Norm
4th row	Norm
5th row	Norm

Common Values

Value	Count	Frequency (%)
Norm	3220	2.2%
>200	2043	1.4%
>300	1752	1.2%
(Missing)	136409	95.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
norm	3220	45.9%
200	2043	29.1%
300	1752	25.0%

Most occurring characters

Value	Count	Frequency (%)
0	7590	27.0%
>	3795	13.5%
N	3220	11.5%
o	3220	11.5%
r	3220	11.5%
m	3220	11.5%
2	2043	7.3%
3	1752	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11385	40.6%
Lowercase Letter	9660	34.4%
Math Symbol	3795	13.5%
Uppercase Letter	3220	11.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7590	66.7%
2	2043	17.9%
3	1752	15.4%

Lowercase Letter

Value	Count	Frequency (%)
o	3220	33.3%
r	3220	33.3%
m	3220	33.3%

Math Symbol

Value	Count	Frequency (%)
>	3795	100.0%

Uppercase Letter

Value	Count	Frequency (%)
N	3220	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	15180	54.1%
Latin	12880	45.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7590	50.0%
>	3795	25.0%
2	2043	13.5%
3	1752	11.5%

Latin

Value	Count	Frequency (%)
N	3220	25.0%
o	3220	25.0%
r	3220	25.0%
m	3220	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28060	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7590	27.0%
>	3795	13.5%
N	3220	11.5%
o	3220	11.5%
r	3220	11.5%
m	3220	11.5%
2	2043	7.3%
3	1752	6.2%

A1Cresult
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	117650
Missing (%)	82.0%
Memory size	1.1 MiB

>8	13110
Norm	6955
>7	5709

Length

Max length	4
Median length	2
Mean length	2.5396912
Min length	2

Characters and Unicode

Total characters	65458
Distinct characters	7
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	>7
2nd row	>7
3rd row	>7
4th row	>8
5th row	Norm

Common Values

Value	Count	Frequency (%)
>8	13110	9.1%
Norm	6955	4.8%
>7	5709	4.0%
(Missing)	117650	82.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
8	13110	50.9%
norm	6955	27.0%
7	5709	22.2%

Most occurring characters

Value	Count	Frequency (%)
>	18819	28.7%
8	13110	20.0%
N	6955	10.6%
o	6955	10.6%
r	6955	10.6%
m	6955	10.6%
7	5709	8.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20865	31.9%
Math Symbol	18819	28.7%
Decimal Number	18819	28.7%
Uppercase Letter	6955	10.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	6955	33.3%
r	6955	33.3%
m	6955	33.3%

Decimal Number

Value	Count	Frequency (%)
8	13110	69.7%
7	5709	30.3%

Math Symbol

Value	Count	Frequency (%)
>	18819	100.0%

Uppercase Letter

Value	Count	Frequency (%)
N	6955	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	37638	57.5%
Latin	27820	42.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	6955	25.0%
o	6955	25.0%
r	6955	25.0%
m	6955	25.0%

Common

Value	Count	Frequency (%)
>	18819	50.0%
8	13110	34.8%
7	5709	15.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	65458	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
>	18819	28.7%
8	13110	20.0%
N	6955	10.6%
o	6955	10.6%
r	6955	10.6%
m	6955	10.6%
7	5709	8.7%

change
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Ch	88669
No	54755

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	286848
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	Ch
3rd row	No
4th row	Ch
5th row	Ch

Common Values

Value	Count	Frequency (%)
Ch	88669	61.8%
No	54755	38.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ch	88669	61.8%
no	54755	38.2%

Most occurring characters

Value	Count	Frequency (%)
C	88669	30.9%
h	88669	30.9%
N	54755	19.1%
o	54755	19.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	143424	50.0%
Lowercase Letter	143424	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	88669	61.8%
N	54755	38.2%

Lowercase Letter

Value	Count	Frequency (%)
h	88669	61.8%
o	54755	38.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	286848	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	88669	30.9%
h	88669	30.9%
N	54755	19.1%
o	54755	19.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	286848	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	88669	30.9%
h	88669	30.9%
N	54755	19.1%
o	54755	19.1%

readmitted
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

NO	77248
>30	50434
<30	15742

Length

Max length	3
Median length	2
Mean length	2.4614012
Min length	2

Characters and Unicode

Total characters	353024
Distinct characters	6
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	>30
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	77248	53.9%
>30	50434	35.2%
<30	15742	11.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	77248	53.9%
30	66176	46.1%

Most occurring characters

Value	Count	Frequency (%)
N	77248	21.9%
O	77248	21.9%
3	66176	18.7%
0	66176	18.7%
>	50434	14.3%
<	15742	4.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	154496	43.8%
Decimal Number	132352	37.5%
Math Symbol	66176	18.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	77248	50.0%
O	77248	50.0%

Decimal Number

Value	Count	Frequency (%)
3	66176	50.0%
0	66176	50.0%

Math Symbol

Value	Count	Frequency (%)
>	50434	76.2%
<	15742	23.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	198528	56.2%
Latin	154496	43.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	66176	33.3%
0	66176	33.3%
>	50434	25.4%
<	15742	7.9%

Latin

Value	Count	Frequency (%)
N	77248	50.0%
O	77248	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	353024	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	77248	21.9%
O	77248	21.9%
3	66176	18.7%
0	66176	18.7%
>	50434	14.3%
<	15742	4.5%

Auto

Heatmap
Table

	encounter_id	patient_nbr	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	number_outpatient	number_inpatient	number_emergency	num_lab_procedures	number_diagnoses	num_medications	num_procedures	race	gender	age	weight	payer_code	medical_specialty	max_glu_serum	A1Cresult	change	readmitted
encounter_id	1.000	0.530	-0.117	-0.054	-0.050	-0.055	0.137	0.035	0.123	-0.005	0.290	0.103	-0.034	0.074	0.014	0.036	0.071	0.070	0.177	0.179	0.128	0.115	0.074
patient_nbr	0.530	1.000	0.011	-0.036	0.029	-0.013	0.144	0.028	0.108	0.031	0.239	0.042	-0.021	0.110	0.035	0.039	0.014	0.131	0.183	0.159	0.124	0.117	0.119
admission_type_id	-0.117	0.011	1.000	0.033	-0.393	-0.007	0.034	-0.038	-0.028	-0.219	-0.117	0.100	0.220	0.069	0.022	0.039	0.107	0.103	0.287	0.123	0.072	0.065	0.041
discharge_disposition_id	-0.054	-0.036	0.033	1.000	0.034	0.275	0.038	0.080	0.009	0.054	0.151	0.172	0.026	0.025	0.036	0.057	0.035	0.049	0.133	0.069	0.041	0.091	0.115
admission_source_id	-0.050	0.029	-0.393	0.034	1.000	-0.001	0.021	0.049	0.099	0.136	0.106	-0.074	-0.205	0.050	0.019	0.036	0.135	0.053	0.274	0.153	0.043	0.025	0.055
time_in_hospital	-0.055	-0.013	-0.007	0.275	-0.001	1.000	-0.016	0.086	-0.001	0.339	0.235	0.466	0.197	0.014	0.038	0.042	0.040	0.037	0.100	0.146	0.025	0.113	0.047
number_outpatient	0.137	0.144	0.034	0.038	0.021	-0.016	1.000	0.148	0.168	-0.026	0.108	0.067	-0.023	0.016	0.009	0.007	0.000	0.020	0.030	0.021	0.025	0.008	0.029
number_inpatient	0.035	0.028	-0.038	0.080	0.049	0.086	0.148	1.000	0.218	0.030	0.133	0.083	-0.066	0.007	0.012	0.045	0.007	0.030	0.047	0.066	0.015	0.009	0.124
number_emergency	0.123	0.108	-0.028	0.009	0.099	-0.001	0.168	0.218	1.000	0.001	0.089	0.037	-0.047	0.000	0.014	0.029	0.000	0.030	0.039	0.010	0.011	0.011	0.031
num_lab_procedures	-0.005	0.031	-0.219	0.054	0.136	0.339	-0.026	0.030	0.001	1.000	0.171	0.251	0.034	0.046	0.023	0.023	0.052	0.039	0.134	0.151	0.030	0.057	0.030
number_diagnoses	0.290	0.239	-0.117	0.151	0.106	0.235	0.108	0.133	0.089	0.171	1.000	0.289	0.071	0.056	0.009	0.120	0.091	0.075	0.154	0.055	0.109	0.040	0.084
num_medications	0.103	0.042	0.100	0.172	-0.074	0.466	0.067	0.083	0.037	0.251	0.289	1.000	0.363	0.039	0.054	0.062	0.030	0.041	0.166	0.142	0.035	0.252	0.064
num_procedures	-0.034	-0.021	0.220	0.026	-0.205	0.197	-0.023	-0.066	-0.047	0.034	0.071	0.363	1.000	0.027	0.063	0.061	0.053	0.042	0.225	0.050	0.027	0.027	0.038
race	0.074	0.110	0.069	0.025	0.050	0.014	0.016	0.007	0.000	0.046	0.056	0.039	0.027	1.000	0.073	0.099	0.038	0.105	0.130	0.028	0.060	0.022	0.026
gender	0.014	0.035	0.022	0.036	0.019	0.038	0.009	0.012	0.014	0.023	0.009	0.054	0.063	0.073	1.000	0.106	0.217	0.108	0.154	0.000	0.038	0.021	0.020
age	0.036	0.039	0.039	0.057	0.036	0.042	0.007	0.045	0.029	0.023	0.120	0.062	0.061	0.099	0.106	1.000	0.149	0.193	0.294	0.119	0.174	0.070	0.040
weight	0.071	0.014	0.107	0.035	0.135	0.040	0.000	0.007	0.000	0.052	0.091	0.030	0.053	0.038	0.217	0.149	1.000	0.091	0.088	0.000	0.087	0.092	0.057
payer_code	0.070	0.131	0.103	0.049	0.053	0.037	0.020	0.030	0.030	0.039	0.075	0.041	0.042	0.105	0.108	0.193	0.091	1.000	0.114	0.146	0.187	0.090	0.065
medical_specialty	0.177	0.183	0.287	0.133	0.274	0.100	0.030	0.047	0.039	0.134	0.154	0.166	0.225	0.130	0.154	0.294	0.088	0.114	1.000	0.117	0.126	0.153	0.108
max_glu_serum	0.179	0.159	0.123	0.069	0.153	0.146	0.021	0.066	0.010	0.151	0.055	0.142	0.050	0.028	0.000	0.119	0.000	0.146	0.117	1.000	0.386	0.235	0.056
A1Cresult	0.128	0.124	0.072	0.041	0.043	0.025	0.025	0.015	0.011	0.030	0.109	0.035	0.027	0.060	0.038	0.174	0.087	0.187	0.126	0.386	1.000	0.173	0.010
change	0.115	0.117	0.065	0.091	0.025	0.113	0.008	0.009	0.011	0.057	0.040	0.252	0.027	0.022	0.021	0.070	0.092	0.090	0.153	0.235	0.173	1.000	0.034
readmitted	0.074	0.119	0.041	0.115	0.055	0.047	0.029	0.124	0.031	0.030	0.084	0.064	0.038	0.026	0.020	0.040	0.057	0.065	0.108	0.056	0.010	0.034	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	encounter_id	patient_nbr	race	gender	age	weight	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	payer_code	medical_specialty	primary_diagnosis_code	other_diagnosis_codes	number_outpatient	number_inpatient	num_lab_procedures	number_diagnoses	num_medications	num_procedures	ndc_code	max_glu_serum	A1Cresult	change	readmitted
0	2278392	8222157	Caucasian	Female	[0-10)	NaN	6	25	1	1	NaN	Pediatrics-Endocrinology	250.83	?\|?	0	0	41	1	1	0	NaN	NaN	NaN	No	NO
1	149190	55629189	Caucasian	Female	[10-20)	NaN	1	1	7	3	NaN	NaN	276	250.01\|255	0	0	59	9	18	0	68071-1701	NaN	NaN	Ch	>30
2	64410	86047875	AfricanAmerican	Female	[20-30)	NaN	1	1	7	2	NaN	NaN	648	250\|V27	2	1	11	6	13	5	0378-1110	NaN	NaN	No	NO
3	500364	82442376	Caucasian	Male	[30-40)	NaN	1	1	7	2	NaN	NaN	8	250.43\|403	0	0	44	7	16	1	68071-1701	NaN	NaN	Ch	NO
4	16680	42519267	Caucasian	Male	[40-50)	NaN	1	1	7	1	NaN	NaN	197	157\|250	0	0	51	5	8	0	0049-4110	NaN	NaN	Ch	NO
5	16680	42519267	Caucasian	Male	[40-50)	NaN	1	1	7	1	NaN	NaN	197	157\|250	0	0	51	5	8	0	68071-1701	NaN	NaN	Ch	NO
6	35754	82637451	Caucasian	Male	[50-60)	NaN	2	1	2	3	NaN	NaN	414	411\|250	0	0	31	9	16	6	47918-902	NaN	NaN	No	>30
7	55842	84259809	Caucasian	Male	[60-70)	NaN	3	1	2	4	NaN	NaN	414	411\|V45	0	0	70	7	21	1	35208-001	NaN	NaN	Ch	NO
8	55842	84259809	Caucasian	Male	[60-70)	NaN	3	1	2	4	NaN	NaN	414	411\|V45	0	0	70	7	21	1	16729-001	NaN	NaN	Ch	NO
9	55842	84259809	Caucasian	Male	[60-70)	NaN	3	1	2	4	NaN	NaN	414	411\|V45	0	0	70	7	21	1	47918-891	NaN	NaN	Ch	NO

	encounter_id	patient_nbr	race	gender	age	weight	admission_type_id	discharge_disposition_id	admission_source_id	time_in_hospital	payer_code	medical_specialty	primary_diagnosis_code	other_diagnosis_codes	number_outpatient	number_inpatient	number_emergency	num_lab_procedures	number_diagnoses	num_medications	num_procedures	ndc_code	max_glu_serum	A1Cresult	change	readmitted
143414	443847176	50375628	AfricanAmerican	Female	[60-70)	NaN	1	1	7	6	DM	NaN	345	438\|412	3	2	1	45	9	25	1	50090-0353	NaN	NaN	Ch	>30
143415	443847548	100162476	AfricanAmerican	Male	[70-80)	NaN	1	3	7	3	MC	NaN	250.13	291\|458	0	0	0	51	9	16	0	42708-009	NaN	>8	Ch	>30
143416	443847548	100162476	AfricanAmerican	Male	[70-80)	NaN	1	3	7	3	MC	NaN	250.13	291\|458	0	0	0	51	9	16	0	68071-1701	NaN	>8	Ch	>30
143417	443847782	74694222	AfricanAmerican	Female	[80-90)	NaN	1	4	5	5	MC	NaN	560	276\|787	0	1	0	33	9	18	3	68071-1701	NaN	NaN	No	NO
143418	443854148	41088789	Caucasian	Male	[70-80)	NaN	1	1	7	1	MC	NaN	38	590\|296	1	0	0	53	13	9	0	10631-019	NaN	NaN	Ch	NO
143419	443854148	41088789	Caucasian	Male	[70-80)	NaN	1	1	7	1	MC	NaN	38	590\|296	1	0	0	53	13	9	0	47918-902	NaN	NaN	Ch	NO
143420	443857166	31693671	Caucasian	Female	[80-90)	NaN	2	3	7	10	MC	Surgery-General	996	285\|998	0	1	0	45	9	21	2	0049-4110	NaN	NaN	Ch	NO
143421	443857166	31693671	Caucasian	Female	[80-90)	NaN	2	3	7	10	MC	Surgery-General	996	285\|998	0	1	0	45	9	21	2	0781-5421	NaN	NaN	Ch	NO
143422	443857166	31693671	Caucasian	Female	[80-90)	NaN	2	3	7	10	MC	Surgery-General	996	285\|998	0	1	0	45	9	21	2	47918-902	NaN	NaN	Ch	NO
143423	443867222	175429310	Caucasian	Male	[70-80)	NaN	1	1	7	6	NaN	NaN	530	530\|787	0	0	0	13	9	3	3	NaN	NaN	NaN	No	NO

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Open Punctuation

Dash Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Open Punctuation

Dash Punctuation

Close Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category